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Causal machine learning with {DoubleML} Tutorial
CausalML Book Ch15: Causal Machine Learning: CATE Estimation and Validation
An introduction to Causal Inference with Python – making accurate estimates of cause and effect from
ML seminar: Marharyta Aleksandrova: Causal Inference & Causal Learning: Towards Causal ML (Part 1)
PyWhy: the leading open-source library for Causal Machine Learning
Zhenyu Zhao: From Experimentation to Causal Learning
Causal Machine Learning by Fredrik D. Johansson
CausalML Book Ch16: Causal Inference with Difference-in-Differences and DML
Full Guide
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Last Updated: August 23, 2026
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